Dataset statistics
| Number of variables | 36 |
|---|---|
| Number of observations | 873771 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 246.7 MiB |
| Average record size in memory | 296.0 B |
Variable types
| Numeric | 21 |
|---|---|
| Categorical | 15 |
device_fraud_count has constant value "" | Constant |
prev_address_months_count is highly overall correlated with current_address_months_count | High correlation |
current_address_months_count is highly overall correlated with prev_address_months_count | High correlation |
customer_age is highly overall correlated with date_of_birth_distinct_emails_4w and 1 other fields | High correlation |
velocity_24h is highly overall correlated with velocity_4w and 1 other fields | High correlation |
velocity_4w is highly overall correlated with velocity_24h and 1 other fields | High correlation |
bank_branch_count_8w is highly overall correlated with bank_months_count | High correlation |
credit_risk_score is highly overall correlated with proposed_credit_limit | High correlation |
bank_months_count is highly overall correlated with bank_branch_count_8w | High correlation |
proposed_credit_limit is highly overall correlated with credit_risk_score | High correlation |
month is highly overall correlated with velocity_24h and 1 other fields | High correlation |
date_of_birth_distinct_emails_4w is highly overall correlated with customer_age | High correlation |
segmentacion_etaria is highly overall correlated with customer_age | High correlation |
fraud_bool is highly imbalanced (91.3%) | Imbalance |
foreign_request is highly imbalanced (83.7%) | Imbalance |
source is highly imbalanced (93.5%) | Imbalance |
device_distinct_emails_8w is highly imbalanced (87.4%) | Imbalance |
id is uniformly distributed | Uniform |
id has unique values | Unique |
x1 has unique values | Unique |
x2 has unique values | Unique |
bank_branch_count_8w has 123789 (14.2%) zeros | Zeros |
month has 70015 (8.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-02 02:39:06.038154 |
|---|---|
| Analysis finished | 2023-06-02 02:46:13.341293 |
| Duration | 7 minutes and 7.3 seconds |
| Software version | ydata-profiling vv4.2.0 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 873771 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 499986.08 |
| Minimum | 0 |
|---|---|
| Maximum | 999999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 50029.5 |
| Q1 | 249948.5 |
| median | 500153 |
| Q3 | 749761.5 |
| 95-th percentile | 949930.5 |
| Maximum | 999999 |
| Range | 999999 |
| Interquartile range (IQR) | 499813 |
Descriptive statistics
| Standard deviation | 288603.6 |
|---|---|
| Coefficient of variation (CV) | 0.57722328 |
| Kurtosis | -1.1996867 |
| Mean | 499986.08 |
| Median Absolute Deviation (MAD) | 249909 |
| Skewness | -0.00032725316 |
| Sum | 4.3687334 × 1011 |
| Variance | 8.3292041 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 729517 | 1 | < 0.1% |
| 6385 | 1 | < 0.1% |
| 627721 | 1 | < 0.1% |
| 348254 | 1 | < 0.1% |
| 463129 | 1 | < 0.1% |
| 868972 | 1 | < 0.1% |
| 812065 | 1 | < 0.1% |
| 551971 | 1 | < 0.1% |
| 351511 | 1 | < 0.1% |
| 486648 | 1 | < 0.1% |
| Other values (873761) | 873761 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 999999 | 1 | |
| 999998 | 1 | |
| 999997 | 1 | |
| 999996 | 1 | |
| 999995 | 1 | |
| 999994 | 1 | |
| 999993 | 1 | |
| 999992 | 1 | |
| 999991 | 1 | |
| 999990 | 1 |
fraud_bool
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| 0.0 | |
|---|---|
| 1.0 | 9622 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621313 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 864149 | |
| 1.0 | 9622 | 1.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 864149 | |
| 1.0 | 9622 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1737920 | |
| . | 873771 | |
| 1 | 9622 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1737920 | |
| 1 | 9622 | 0.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621313 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1737920 | |
| . | 873771 | |
| 1 | 9622 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621313 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1737920 | |
| . | 873771 | |
| 1 | 9622 | 0.4% |
income
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.57872703 |
| Minimum | 0.1 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.3 |
| median | 0.6 |
| Q3 | 0.8 |
| 95-th percentile | 0.9 |
| Maximum | 0.9 |
| Range | 0.8 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.28829172 |
|---|---|
| Coefficient of variation (CV) | 0.49814801 |
| Kurtosis | -1.2207481 |
| Mean | 0.57872703 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.46582304 |
| Sum | 505674.9 |
| Variance | 0.083112117 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9 | 210628 | |
| 0.8 | 132325 | |
| 0.1 | 126834 | |
| 0.6 | 96055 | |
| 0.7 | 91894 | |
| 0.4 | 68662 | 7.9% |
| 0.2 | 56720 | 6.5% |
| 0.5 | 48014 | 5.5% |
| 0.3 | 42639 | 4.9% |
| Value | Count | Frequency (%) |
| 0.1 | 126834 | |
| 0.2 | 56720 | 6.5% |
| 0.3 | 42639 | 4.9% |
| 0.4 | 68662 | 7.9% |
| 0.5 | 48014 | 5.5% |
| 0.6 | 96055 | |
| 0.7 | 91894 | |
| 0.8 | 132325 | |
| 0.9 | 210628 |
| Value | Count | Frequency (%) |
| 0.9 | 210628 | |
| 0.8 | 132325 | |
| 0.7 | 91894 | |
| 0.6 | 96055 | |
| 0.5 | 48014 | 5.5% |
| 0.4 | 68662 | 7.9% |
| 0.3 | 42639 | 4.9% |
| 0.2 | 56720 | 6.5% |
| 0.1 | 126834 |
prev_address_months_count
Real number (ℝ)
| Distinct | 373 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.664555 |
| Minimum | -1 |
|---|---|
| Maximum | 399 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 665984 |
| Negative (%) | 76.2% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | -1 |
| 95-th percentile | 96 |
| Maximum | 399 |
| Range | 400 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 43.026325 |
|---|---|
| Coefficient of variation (CV) | 2.9340355 |
| Kurtosis | 22.371317 |
| Mean | 14.664555 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.321071 |
| Sum | 12813463 |
| Variance | 1851.2646 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 665984 | |
| 11 | 8131 | 0.9% |
| 29 | 7252 | 0.8% |
| 28 | 6974 | 0.8% |
| 27 | 6887 | 0.8% |
| 30 | 6791 | 0.8% |
| 10 | 6551 | 0.7% |
| 31 | 6261 | 0.7% |
| 12 | 6219 | 0.7% |
| 26 | 6044 | 0.7% |
| Other values (363) | 146677 | 16.8% |
| Value | Count | Frequency (%) |
| -1 | 665984 | |
| 6 | 25 | < 0.1% |
| 7 | 263 | < 0.1% |
| 8 | 1140 | 0.1% |
| 9 | 3453 | 0.4% |
| 10 | 6551 | 0.7% |
| 11 | 8131 | 0.9% |
| 12 | 6219 | 0.7% |
| 13 | 3245 | 0.4% |
| 14 | 1119 | 0.1% |
| Value | Count | Frequency (%) |
| 399 | 1 | < 0.1% |
| 386 | 1 | < 0.1% |
| 382 | 1 | < 0.1% |
| 376 | 1 | < 0.1% |
| 373 | 1 | < 0.1% |
| 372 | 1 | < 0.1% |
| 371 | 3 | |
| 370 | 4 | |
| 369 | 3 | |
| 368 | 6 |
current_address_months_count
Real number (ℝ)
| Distinct | 416 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.234073 |
| Minimum | -1 |
|---|---|
| Maximum | 429 |
| Zeros | 6777 |
| Zeros (%) | 0.8% |
| Negative | 3005 |
| Negative (%) | 0.3% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 27 |
| median | 64 |
| Q3 | 154 |
| 95-th percentile | 303 |
| Maximum | 429 |
| Range | 430 |
| Interquartile range (IQR) | 127 |
Descriptive statistics
| Standard deviation | 94.047441 |
|---|---|
| Coefficient of variation (CV) | 0.94773336 |
| Kurtosis | 0.6726646 |
| Mean | 99.234073 |
| Median Absolute Deviation (MAD) | 52 |
| Skewness | 1.1723061 |
| Sum | 86707855 |
| Variance | 8844.9212 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 11978 | 1.4% |
| 6 | 11869 | 1.4% |
| 8 | 11857 | 1.4% |
| 9 | 11616 | 1.3% |
| 5 | 11241 | 1.3% |
| 10 | 10996 | 1.3% |
| 4 | 10708 | 1.2% |
| 11 | 10408 | 1.2% |
| 3 | 9960 | 1.1% |
| 12 | 9563 | 1.1% |
| Other values (406) | 763575 |
| Value | Count | Frequency (%) |
| -1 | 3005 | 0.3% |
| 0 | 6777 | |
| 1 | 7895 | |
| 2 | 9161 | |
| 3 | 9960 | |
| 4 | 10708 | |
| 5 | 11241 | |
| 6 | 11869 | |
| 7 | 11978 | |
| 8 | 11857 |
| Value | Count | Frequency (%) |
| 429 | 1 | < 0.1% |
| 423 | 1 | < 0.1% |
| 413 | 2 | |
| 412 | 2 | |
| 411 | 1 | < 0.1% |
| 410 | 2 | |
| 409 | 1 | < 0.1% |
| 408 | 3 | |
| 406 | 1 | < 0.1% |
| 405 | 4 |
customer_age
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.344013 |
| Minimum | 10 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 30 |
| median | 50 |
| Q3 | 50 |
| 95-th percentile | 60 |
| Maximum | 90 |
| Range | 80 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 13.762575 |
|---|---|
| Coefficient of variation (CV) | 0.33287952 |
| Kurtosis | -0.68064432 |
| Mean | 41.344013 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.1963424 |
| Sum | 36125200 |
| Variance | 189.40848 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50 | 334945 | |
| 30 | 164635 | |
| 20 | 128374 | 14.7% |
| 40 | 127447 | 14.6% |
| 60 | 87067 | 10.0% |
| 70 | 16313 | 1.9% |
| 10 | 11343 | 1.3% |
| 80 | 3405 | 0.4% |
| 90 | 242 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 11343 | 1.3% |
| 20 | 128374 | 14.7% |
| 30 | 164635 | |
| 40 | 127447 | 14.6% |
| 50 | 334945 | |
| 60 | 87067 | 10.0% |
| 70 | 16313 | 1.9% |
| 80 | 3405 | 0.4% |
| 90 | 242 | < 0.1% |
| Value | Count | Frequency (%) |
| 90 | 242 | < 0.1% |
| 80 | 3405 | 0.4% |
| 70 | 16313 | 1.9% |
| 60 | 87067 | 10.0% |
| 50 | 334945 | |
| 40 | 127447 | 14.6% |
| 30 | 164635 | |
| 20 | 128374 | 14.7% |
| 10 | 11343 | 1.3% |
days_since_request
Real number (ℝ)
| Distinct | 865279 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.90266726 |
| Minimum | 3.1127908 × 10-8 |
|---|---|
| Maximum | 76.577505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 3.1127908 × 10-8 |
|---|---|
| 5-th percentile | 0.0014613274 |
| Q1 | 0.0074489926 |
| median | 0.015671089 |
| Q3 | 0.026930162 |
| 95-th percentile | 3.64326 |
| Maximum | 76.577505 |
| Range | 76.577505 |
| Interquartile range (IQR) | 0.01948117 |
Descriptive statistics
| Standard deviation | 4.9968128 |
|---|---|
| Coefficient of variation (CV) | 5.5356088 |
| Kurtosis | 123.73928 |
| Mean | 0.90266726 |
| Median Absolute Deviation (MAD) | 0.0092771511 |
| Skewness | 9.9755303 |
| Sum | 788724.47 |
| Variance | 24.968138 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.03616591121 | 3 | < 0.1% |
| 0.02945316245 | 3 | < 0.1% |
| 0.0311412944 | 3 | < 0.1% |
| 0.01237874718 | 3 | < 0.1% |
| 0.03287823666 | 3 | < 0.1% |
| 0.02374267585 | 3 | < 0.1% |
| 0.01103061488 | 3 | < 0.1% |
| 0.02407011562 | 3 | < 0.1% |
| 0.03037560463 | 3 | < 0.1% |
| 0.01496612873 | 3 | < 0.1% |
| Other values (865269) | 873741 |
| Value | Count | Frequency (%) |
| 3.112790756 × 10-8 | 1 | |
| 4.284949667 × 10-8 | 1 | |
| 6.467590399 × 10-8 | 1 | |
| 6.668673265 × 10-8 | 1 | |
| 8.972571815 × 10-8 | 1 | |
| 1.184335368 × 10-7 | 1 | |
| 1.636929874 × 10-7 | 1 | |
| 1.936133843 × 10-7 | 1 | |
| 2.340225221 × 10-7 | 1 | |
| 2.459462076 × 10-7 | 1 |
| Value | Count | Frequency (%) |
| 76.57750471 | 1 | |
| 76.44178416 | 1 | |
| 76.35261379 | 1 | |
| 76.28622045 | 1 | |
| 76.10338234 | 1 | |
| 76.0644503 | 1 | |
| 76.03996532 | 1 | |
| 75.77016058 | 1 | |
| 75.54222839 | 1 | |
| 75.53508479 | 1 |
intended_balcon_amount
Real number (ℝ)
| Distinct | 869846 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.5544251 |
| Minimum | -15.537329 |
|---|---|
| Maximum | 112.7025 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 656667 |
| Negative (%) | 75.2% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | -15.537329 |
|---|---|
| 5-th percentile | -1.5820049 |
| Q1 | -1.1797634 |
| median | -0.83456112 |
| Q3 | -0.065957132 |
| 95-th percentile | 50.452651 |
| Maximum | 112.7025 |
| Range | 128.23983 |
| Interquartile range (IQR) | 1.1138063 |
Descriptive statistics
| Standard deviation | 20.528247 |
|---|---|
| Coefficient of variation (CV) | 2.3997225 |
| Kurtosis | 7.2088592 |
| Mean | 8.5544251 |
| Median Absolute Deviation (MAD) | 0.41419289 |
| Skewness | 2.5851221 |
| Sum | 7474608.5 |
| Variance | 421.40891 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.6157640927 | 3 | < 0.1% |
| -1.302431331 | 3 | < 0.1% |
| -0.89533763 | 3 | < 0.1% |
| -0.8159297155 | 3 | < 0.1% |
| -1.335378318 | 3 | < 0.1% |
| -1.271576718 | 3 | < 0.1% |
| -0.4385565498 | 3 | < 0.1% |
| -0.8058495668 | 3 | < 0.1% |
| -1.876408522 | 3 | < 0.1% |
| -0.6140923978 | 3 | < 0.1% |
| Other values (869836) | 873741 |
| Value | Count | Frequency (%) |
| -15.5373287 | 1 | |
| -14.98174304 | 1 | |
| -14.46186413 | 1 | |
| -14.24921104 | 1 | |
| -14.09788792 | 1 | |
| -14.0649795 | 1 | |
| -13.50054653 | 1 | |
| -13.48327333 | 1 | |
| -13.15491677 | 1 | |
| -13.10520997 | 1 |
| Value | Count | Frequency (%) |
| 112.7025044 | 1 | |
| 112.613538 | 1 | |
| 112.4807053 | 1 | |
| 112.4618379 | 1 | |
| 112.3336455 | 1 | |
| 112.3298244 | 1 | |
| 112.1683185 | 1 | |
| 112.0994771 | 1 | |
| 112.0909752 | 1 | |
| 112.0881011 | 1 |
payment_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| AB | |
|---|---|
| AA | |
| AC | |
| AD | |
| AE | 207 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1747542 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AC |
|---|---|
| 2nd row | AA |
| 3rd row | AB |
| 4th row | AB |
| 5th row | AC |
Common Values
| Value | Count | Frequency (%) |
| AB | 348705 | |
| AA | 217944 | |
| AC | 215904 | |
| AD | 91011 | 10.4% |
| AE | 207 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ab | 348705 | |
| aa | 217944 | |
| ac | 215904 | |
| ad | 91011 | 10.4% |
| ae | 207 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1091715 | |
| B | 348705 | 20.0% |
| C | 215904 | 12.4% |
| D | 91011 | 5.2% |
| E | 207 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1747542 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 1091715 | |
| B | 348705 | 20.0% |
| C | 215904 | 12.4% |
| D | 91011 | 5.2% |
| E | 207 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1747542 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 1091715 | |
| B | 348705 | 20.0% |
| C | 215904 | 12.4% |
| D | 91011 | 5.2% |
| E | 207 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1747542 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 1091715 | |
| B | 348705 | 20.0% |
| C | 215904 | 12.4% |
| D | 91011 | 5.2% |
| E | 207 | < 0.1% |
zip_count_4w
Real number (ℝ)
| Distinct | 6222 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1517.7524 |
| Minimum | 1 |
|---|---|
| Maximum | 6650 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 492 |
| Q1 | 886 |
| median | 1208 |
| Q3 | 1844 |
| 95-th percentile | 3544 |
| Maximum | 6650 |
| Range | 6649 |
| Interquartile range (IQR) | 958 |
Descriptive statistics
| Standard deviation | 965.19486 |
|---|---|
| Coefficient of variation (CV) | 0.63593695 |
| Kurtosis | 2.4504298 |
| Mean | 1517.7524 |
| Median Absolute Deviation (MAD) | 413 |
| Skewness | 1.5415001 |
| Sum | 1.3261681 × 109 |
| Variance | 931601.11 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1014 | 774 | 0.1% |
| 924 | 771 | 0.1% |
| 1023 | 770 | 0.1% |
| 1021 | 768 | 0.1% |
| 1048 | 764 | 0.1% |
| 1062 | 761 | 0.1% |
| 1054 | 759 | 0.1% |
| 1033 | 753 | 0.1% |
| 1065 | 752 | 0.1% |
| 1093 | 750 | 0.1% |
| Other values (6212) | 866149 |
| Value | Count | Frequency (%) |
| 1 | 3 | < 0.1% |
| 2 | 5 | |
| 3 | 6 | |
| 4 | 2 | < 0.1% |
| 5 | 5 | |
| 6 | 4 | |
| 7 | 4 | |
| 8 | 6 | |
| 9 | 4 | |
| 10 | 9 |
| Value | Count | Frequency (%) |
| 6650 | 1 | |
| 6593 | 1 | |
| 6557 | 1 | |
| 6553 | 1 | |
| 6526 | 2 | |
| 6513 | 1 | |
| 6511 | 1 | |
| 6506 | 1 | |
| 6501 | 1 | |
| 6456 | 1 |
velocity_6h
Real number (ℝ)
| Distinct | 872758 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5490.9805 |
| Minimum | -174.10969 |
|---|---|
| Maximum | 16754.959 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 41 |
| Negative (%) | < 0.1% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | -174.10969 |
|---|---|
| 5-th percentile | 1222.4558 |
| Q1 | 3335.1508 |
| median | 5190.9873 |
| Q3 | 7369.1093 |
| 95-th percentile | 10877.642 |
| Maximum | 16754.959 |
| Range | 16929.069 |
| Interquartile range (IQR) | 4033.9585 |
Descriptive statistics
| Standard deviation | 2940.4648 |
|---|---|
| Coefficient of variation (CV) | 0.53550815 |
| Kurtosis | 0.14320413 |
| Mean | 5490.9805 |
| Median Absolute Deviation (MAD) | 1995.2764 |
| Skewness | 0.60034026 |
| Sum | 4.7978595 × 109 |
| Variance | 8646333.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5869.79409 | 3 | < 0.1% |
| 4357.718504 | 2 | < 0.1% |
| 6468.32805 | 2 | < 0.1% |
| 8320.884439 | 2 | < 0.1% |
| 6533.099612 | 2 | < 0.1% |
| 9981.169134 | 2 | < 0.1% |
| 5599.419169 | 2 | < 0.1% |
| 6205.461737 | 2 | < 0.1% |
| 5480.725671 | 2 | < 0.1% |
| 6859.698613 | 2 | < 0.1% |
| Other values (872748) | 873750 |
| Value | Count | Frequency (%) |
| -174.1096908 | 1 | |
| -155.4307304 | 1 | |
| -130.456928 | 1 | |
| -113.0468992 | 1 | |
| -110.7034762 | 1 | |
| -106.9782971 | 1 | |
| -96.51829979 | 1 | |
| -84.13861148 | 1 | |
| -77.95925234 | 1 | |
| -75.12062215 | 1 |
| Value | Count | Frequency (%) |
| 16754.95902 | 1 | |
| 16754.20092 | 1 | |
| 16701.86995 | 1 | |
| 16573.28576 | 1 | |
| 16558.19839 | 1 | |
| 16528.15786 | 1 | |
| 16517.25703 | 1 | |
| 16515.61382 | 1 | |
| 16490.82418 | 1 | |
| 16472.27084 | 1 |
velocity_24h
Real number (ℝ)
| Distinct | 873005 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4660.4553 |
| Minimum | 1322.3252 |
|---|---|
| Maximum | 9539.3565 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 1322.3252 |
|---|---|
| 5-th percentile | 2550.9065 |
| Q1 | 3502.7137 |
| median | 4639.5885 |
| Q3 | 5590.4609 |
| 95-th percentile | 7265.4883 |
| Maximum | 9539.3565 |
| Range | 8217.0314 |
| Interquartile range (IQR) | 2087.7472 |
Descriptive statistics
| Standard deviation | 1451.2839 |
|---|---|
| Coefficient of variation (CV) | 0.31140388 |
| Kurtosis | -0.19749582 |
| Mean | 4660.4553 |
| Median Absolute Deviation (MAD) | 1050.579 |
| Skewness | 0.42395826 |
| Sum | 4.0721707 × 109 |
| Variance | 2106224.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5083.929288 | 3 | < 0.1% |
| 5594.539998 | 3 | < 0.1% |
| 4197.278153 | 3 | < 0.1% |
| 4666.202568 | 2 | < 0.1% |
| 2687.260245 | 2 | < 0.1% |
| 5094.80985 | 2 | < 0.1% |
| 3251.704441 | 2 | < 0.1% |
| 4073.990924 | 2 | < 0.1% |
| 5115.233287 | 2 | < 0.1% |
| 7765.362249 | 2 | < 0.1% |
| Other values (872995) | 873748 |
| Value | Count | Frequency (%) |
| 1322.325176 | 1 | |
| 1326.681151 | 1 | |
| 1327.867307 | 1 | |
| 1330.702283 | 1 | |
| 1344.745469 | 1 | |
| 1346.622214 | 1 | |
| 1348.830318 | 1 | |
| 1366.255299 | 1 | |
| 1375.367356 | 1 | |
| 1375.998099 | 1 |
| Value | Count | Frequency (%) |
| 9539.35653 | 1 | |
| 9511.544062 | 1 | |
| 9505.599398 | 1 | |
| 9505.181514 | 1 | |
| 9501.092895 | 1 | |
| 9478.93622 | 1 | |
| 9474.913485 | 1 | |
| 9472.491584 | 1 | |
| 9468.552375 | 1 | |
| 9456.593159 | 1 |
velocity_4w
Real number (ℝ)
| Distinct | 872391 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4734.2333 |
| Minimum | 2870.5916 |
|---|---|
| Maximum | 7019.201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 2870.5916 |
|---|---|
| 5-th percentile | 3115.4876 |
| Q1 | 4238.4767 |
| median | 4813.6843 |
| Q3 | 5331.9199 |
| 95-th percentile | 6320.1441 |
| Maximum | 7019.201 |
| Range | 4148.6094 |
| Interquartile range (IQR) | 1093.4431 |
Descriptive statistics
| Standard deviation | 870.96841 |
|---|---|
| Coefficient of variation (CV) | 0.18397243 |
| Kurtosis | -0.25252099 |
| Mean | 4734.2333 |
| Median Absolute Deviation (MAD) | 558.5276 |
| Skewness | -0.0093433282 |
| Sum | 4.1366358 × 109 |
| Variance | 758585.97 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4358.685619 | 3 | < 0.1% |
| 3480.307357 | 3 | < 0.1% |
| 4314.579619 | 3 | < 0.1% |
| 4237.957845 | 3 | < 0.1% |
| 3162.825911 | 2 | < 0.1% |
| 4341.600766 | 2 | < 0.1% |
| 5507.776576 | 2 | < 0.1% |
| 5622.808849 | 2 | < 0.1% |
| 4444.794261 | 2 | < 0.1% |
| 4300.82964 | 2 | < 0.1% |
| Other values (872381) | 873747 |
| Value | Count | Frequency (%) |
| 2870.591613 | 1 | |
| 2896.415063 | 1 | |
| 2918.632222 | 1 | |
| 2919.806878 | 1 | |
| 2920.415951 | 1 | |
| 2921.590392 | 1 | |
| 2922.163499 | 1 | |
| 2922.47631 | 1 | |
| 2926.560489 | 1 | |
| 2928.591401 | 1 |
| Value | Count | Frequency (%) |
| 7019.20103 | 1 | |
| 6977.711782 | 1 | |
| 6970.521948 | 1 | |
| 6961.908358 | 1 | |
| 6955.383287 | 1 | |
| 6942.150889 | 1 | |
| 6941.960129 | 1 | |
| 6940.29743 | 1 | |
| 6938.88494 | 1 | |
| 6938.768203 | 1 |
bank_branch_count_8w
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 2317 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.93924 |
| Minimum | 0 |
|---|---|
| Maximum | 2377 |
| Zeros | 123789 |
| Zeros (%) | 14.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 10 |
| Q3 | 31 |
| 95-th percentile | 1485 |
| Maximum | 2377 |
| Range | 2377 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 473.42035 |
|---|---|
| Coefficient of variation (CV) | 2.3560374 |
| Kurtosis | 5.5781624 |
| Mean | 200.93924 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 2.5742731 |
| Sum | 1.7557488 × 108 |
| Variance | 224126.83 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 130727 | 15.0% |
| 0 | 123789 | 14.2% |
| 2 | 51114 | 5.8% |
| 11 | 26226 | 3.0% |
| 10 | 25876 | 3.0% |
| 12 | 25779 | 3.0% |
| 13 | 24477 | 2.8% |
| 9 | 24242 | 2.8% |
| 14 | 22103 | 2.5% |
| 8 | 22008 | 2.5% |
| Other values (2307) | 397430 |
| Value | Count | Frequency (%) |
| 0 | 123789 | |
| 1 | 130727 | |
| 2 | 51114 | 5.8% |
| 3 | 14145 | 1.6% |
| 4 | 11488 | 1.3% |
| 5 | 13852 | 1.6% |
| 6 | 16681 | 1.9% |
| 7 | 19513 | 2.2% |
| 8 | 22008 | 2.5% |
| 9 | 24242 | 2.8% |
| Value | Count | Frequency (%) |
| 2377 | 1 | |
| 2360 | 1 | |
| 2357 | 1 | |
| 2355 | 2 | |
| 2348 | 1 | |
| 2347 | 1 | |
| 2346 | 1 | |
| 2345 | 1 | |
| 2342 | 1 | |
| 2339 | 1 |
employment_status
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| CA | |
|---|---|
| CB | |
| CC | |
| CF | 39257 |
| CD | 23311 |
| Other values (2) | 16774 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1747542 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CC |
|---|---|
| 2nd row | CF |
| 3rd row | CC |
| 4th row | CA |
| 5th row | CA |
Common Values
| Value | Count | Frequency (%) |
| CA | 598651 | |
| CB | 118080 | 13.5% |
| CC | 77698 | 8.9% |
| CF | 39257 | 4.5% |
| CD | 23311 | 2.7% |
| CE | 16341 | 1.9% |
| CG | 433 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ca | 598651 | |
| cb | 118080 | 13.5% |
| cc | 77698 | 8.9% |
| cf | 39257 | 4.5% |
| cd | 23311 | 2.7% |
| ce | 16341 | 1.9% |
| cg | 433 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 951469 | |
| A | 598651 | |
| B | 118080 | 6.8% |
| F | 39257 | 2.2% |
| D | 23311 | 1.3% |
| E | 16341 | 0.9% |
| G | 433 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1747542 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 951469 | |
| A | 598651 | |
| B | 118080 | 6.8% |
| F | 39257 | 2.2% |
| D | 23311 | 1.3% |
| E | 16341 | 0.9% |
| G | 433 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1747542 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 951469 | |
| A | 598651 | |
| B | 118080 | 6.8% |
| F | 39257 | 2.2% |
| D | 23311 | 1.3% |
| E | 16341 | 0.9% |
| G | 433 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1747542 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 951469 | |
| A | 598651 | |
| B | 118080 | 6.8% |
| F | 39257 | 2.2% |
| D | 23311 | 1.3% |
| E | 16341 | 0.9% |
| G | 433 | < 0.1% |
credit_risk_score
Real number (ℝ)
| Distinct | 543 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139.2571 |
| Minimum | -177 |
|---|---|
| Maximum | 387 |
| Zeros | 384 |
| Zeros (%) | < 0.1% |
| Negative | 10610 |
| Negative (%) | 1.2% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | -177 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 90 |
| median | 130 |
| Q3 | 188 |
| 95-th percentile | 267 |
| Maximum | 387 |
| Range | 564 |
| Interquartile range (IQR) | 98 |
Descriptive statistics
| Standard deviation | 71.432183 |
|---|---|
| Coefficient of variation (CV) | 0.51295182 |
| Kurtosis | -0.031287329 |
| Mean | 139.2571 |
| Median Absolute Deviation (MAD) | 48 |
| Skewness | 0.28051542 |
| Sum | 1.2167881 × 108 |
| Variance | 5102.5567 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 110 | 5913 | 0.7% |
| 108 | 5861 | 0.7% |
| 113 | 5851 | 0.7% |
| 116 | 5815 | 0.7% |
| 115 | 5787 | 0.7% |
| 112 | 5782 | 0.7% |
| 107 | 5723 | 0.7% |
| 106 | 5714 | 0.7% |
| 109 | 5711 | 0.7% |
| 105 | 5682 | 0.7% |
| Other values (533) | 815932 |
| Value | Count | Frequency (%) |
| -177 | 1 | < 0.1% |
| -164 | 2 | < 0.1% |
| -162 | 1 | < 0.1% |
| -161 | 2 | < 0.1% |
| -160 | 1 | < 0.1% |
| -157 | 3 | |
| -154 | 2 | < 0.1% |
| -153 | 1 | < 0.1% |
| -152 | 1 | < 0.1% |
| -150 | 6 |
| Value | Count | Frequency (%) |
| 387 | 3 | |
| 386 | 3 | |
| 383 | 2 | < 0.1% |
| 382 | 1 | < 0.1% |
| 380 | 4 | |
| 378 | 2 | < 0.1% |
| 377 | 7 | |
| 376 | 6 | |
| 375 | 4 | |
| 374 | 7 |
housing_status
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| BC | |
|---|---|
| BB | |
| BA | |
| BE | |
| BD | 23146 |
| Other values (2) | 1677 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1747542 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BB |
|---|---|
| 2nd row | BA |
| 3rd row | BA |
| 4th row | BE |
| 5th row | BB |
Common Values
| Value | Count | Frequency (%) |
| BC | 293000 | |
| BB | 263061 | |
| BA | 188394 | |
| BE | 104493 | 12.0% |
| BD | 23146 | 2.6% |
| BF | 1443 | 0.2% |
| BG | 234 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| bc | 293000 | |
| bb | 263061 | |
| ba | 188394 | |
| be | 104493 | 12.0% |
| bd | 23146 | 2.6% |
| bf | 1443 | 0.2% |
| bg | 234 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 1136832 | |
| C | 293000 | 16.8% |
| A | 188394 | 10.8% |
| E | 104493 | 6.0% |
| D | 23146 | 1.3% |
| F | 1443 | 0.1% |
| G | 234 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1747542 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 1136832 | |
| C | 293000 | 16.8% |
| A | 188394 | 10.8% |
| E | 104493 | 6.0% |
| D | 23146 | 1.3% |
| F | 1443 | 0.1% |
| G | 234 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1747542 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| B | 1136832 | |
| C | 293000 | 16.8% |
| A | 188394 | 10.8% |
| E | 104493 | 6.0% |
| D | 23146 | 1.3% |
| F | 1443 | 0.1% |
| G | 234 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1747542 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| B | 1136832 | |
| C | 293000 | 16.8% |
| A | 188394 | 10.8% |
| E | 104493 | 6.0% |
| D | 23146 | 1.3% |
| F | 1443 | 0.1% |
| G | 234 | < 0.1% |
bank_months_count
Real number (ℝ)
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.140093 |
| Minimum | -1 |
|---|---|
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 215991 |
| Negative (%) | 24.7% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 1 |
| median | 6 |
| Q3 | 25 |
| 95-th percentile | 30 |
| Maximum | 32 |
| Range | 33 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 12.12594 |
|---|---|
| Coefficient of variation (CV) | 1.0884954 |
| Kurtosis | -1.4595453 |
| Mean | 11.140093 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.45256011 |
| Sum | 9733890 |
| Variance | 147.03841 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 215991 | |
| 1 | 157374 | |
| 28 | 70915 | 8.1% |
| 15 | 52506 | 6.0% |
| 30 | 49165 | 5.6% |
| 31 | 41364 | 4.7% |
| 10 | 38504 | 4.4% |
| 25 | 37025 | 4.2% |
| 5 | 27891 | 3.2% |
| 20 | 27096 | 3.1% |
| Other values (23) | 155940 |
| Value | Count | Frequency (%) |
| -1 | 215991 | |
| 1 | 157374 | |
| 2 | 23274 | 2.7% |
| 3 | 7031 | 0.8% |
| 4 | 3965 | 0.5% |
| 5 | 27891 | 3.2% |
| 6 | 16199 | 1.9% |
| 7 | 695 | 0.1% |
| 8 | 39 | < 0.1% |
| 9 | 5286 | 0.6% |
| Value | Count | Frequency (%) |
| 32 | 19 | < 0.1% |
| 31 | 41364 | |
| 30 | 49165 | |
| 29 | 8595 | 1.0% |
| 28 | 70915 | |
| 27 | 3953 | 0.5% |
| 26 | 21698 | 2.5% |
| 25 | 37025 | |
| 24 | 1594 | 0.2% |
| 23 | 230 | < 0.1% |
has_other_cards
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621313 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 655869 | |
| 1.0 | 217902 | 24.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 655869 | |
| 1.0 | 217902 | 24.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1529640 | |
| . | 873771 | |
| 1 | 217902 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1529640 | |
| 1 | 217902 | 12.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621313 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1529640 | |
| . | 873771 | |
| 1 | 217902 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621313 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1529640 | |
| . | 873771 | |
| 1 | 217902 | 8.3% |
proposed_credit_limit
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 551.56971 |
| Minimum | 190 |
|---|---|
| Maximum | 2100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 190 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 200 |
| median | 200 |
| Q3 | 1000 |
| 95-th percentile | 1500 |
| Maximum | 2100 |
| Range | 1910 |
| Interquartile range (IQR) | 800 |
Descriptive statistics
| Standard deviation | 506.76324 |
|---|---|
| Coefficient of variation (CV) | 0.91876553 |
| Kurtosis | -0.23719709 |
| Mean | 551.56971 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.1431155 |
| Sum | 4.8194562 × 108 |
| Variance | 256808.98 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 200 | 506684 | |
| 1500 | 142808 | 16.3% |
| 500 | 122477 | 14.0% |
| 1000 | 79880 | 9.1% |
| 2000 | 6995 | 0.8% |
| 990 | 6732 | 0.8% |
| 510 | 6344 | 0.7% |
| 490 | 781 | 0.1% |
| 210 | 507 | 0.1% |
| 1900 | 404 | < 0.1% |
| Other values (2) | 159 | < 0.1% |
| Value | Count | Frequency (%) |
| 190 | 106 | < 0.1% |
| 200 | 506684 | |
| 210 | 507 | 0.1% |
| 490 | 781 | 0.1% |
| 500 | 122477 | 14.0% |
| 510 | 6344 | 0.7% |
| 990 | 6732 | 0.8% |
| 1000 | 79880 | 9.1% |
| 1500 | 142808 | 16.3% |
| 1900 | 404 | < 0.1% |
| Value | Count | Frequency (%) |
| 2100 | 53 | < 0.1% |
| 2000 | 6995 | 0.8% |
| 1900 | 404 | < 0.1% |
| 1500 | 142808 | |
| 1000 | 79880 | |
| 990 | 6732 | 0.8% |
| 510 | 6344 | 0.7% |
| 500 | 122477 | |
| 490 | 781 | 0.1% |
| 210 | 507 | 0.1% |
foreign_request
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| 0.0 | |
|---|---|
| 1.0 | 20928 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621313 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 852843 | |
| 1.0 | 20928 | 2.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 852843 | |
| 1.0 | 20928 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1726614 | |
| . | 873771 | |
| 1 | 20928 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1726614 | |
| 1 | 20928 | 1.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621313 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1726614 | |
| . | 873771 | |
| 1 | 20928 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621313 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1726614 | |
| . | 873771 | |
| 1 | 20928 | 0.8% |
source
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| INTERNET | |
|---|---|
| TELEAPP | 6702 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.9923298 |
| Min length | 7 |
Characters and Unicode
| Total characters | 6983466 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | INTERNET |
|---|---|
| 2nd row | INTERNET |
| 3rd row | INTERNET |
| 4th row | INTERNET |
| 5th row | INTERNET |
Common Values
| Value | Count | Frequency (%) |
| INTERNET | 867069 | |
| TELEAPP | 6702 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| internet | 867069 | |
| teleapp | 6702 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 1747542 | |
| T | 1740840 | |
| N | 1734138 | |
| I | 867069 | |
| R | 867069 | |
| P | 13404 | 0.2% |
| L | 6702 | 0.1% |
| A | 6702 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 6983466 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 1747542 | |
| T | 1740840 | |
| N | 1734138 | |
| I | 867069 | |
| R | 867069 | |
| P | 13404 | 0.2% |
| L | 6702 | 0.1% |
| A | 6702 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6983466 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 1747542 | |
| T | 1740840 | |
| N | 1734138 | |
| I | 867069 | |
| R | 867069 | |
| P | 13404 | 0.2% |
| L | 6702 | 0.1% |
| A | 6702 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6983466 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 1747542 | |
| T | 1740840 | |
| N | 1734138 | |
| I | 867069 | |
| R | 867069 | |
| P | 13404 | 0.2% |
| L | 6702 | 0.1% |
| A | 6702 | 0.1% |
session_length_in_minutes
Real number (ℝ)
| Distinct | 869648 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.8145523 |
| Minimum | -1 |
|---|---|
| Maximum | 85.567848 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1959 |
| Negative (%) | 0.2% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1.2661364 |
| Q1 | 3.1504115 |
| median | 5.2464566 |
| Q3 | 9.3669249 |
| 95-th percentile | 22.532236 |
| Maximum | 85.567848 |
| Range | 86.567848 |
| Interquartile range (IQR) | 6.2165133 |
Descriptive statistics
| Standard deviation | 8.238858 |
|---|---|
| Coefficient of variation (CV) | 1.0542969 |
| Kurtosis | 13.689576 |
| Mean | 7.8145523 |
| Median Absolute Deviation (MAD) | 2.742281 |
| Skewness | 3.1545882 |
| Sum | 6828129.2 |
| Variance | 67.878781 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1 | 1959 | 0.2% |
| 4.455781343 | 3 | < 0.1% |
| 4.766375488 | 3 | < 0.1% |
| 4.706080005 | 3 | < 0.1% |
| 5.369191087 | 3 | < 0.1% |
| 5.771883817 | 3 | < 0.1% |
| 3.155039553 | 3 | < 0.1% |
| 4.317986256 | 3 | < 0.1% |
| 8.993731516 | 3 | < 0.1% |
| 5.220271233 | 2 | < 0.1% |
| Other values (869638) | 871786 |
| Value | Count | Frequency (%) |
| -1 | 1959 | |
| 4.088611726 × 10-5 | 1 | < 0.1% |
| 0.001224497171 | 1 | < 0.1% |
| 0.00149964329 | 1 | < 0.1% |
| 0.001894059749 | 1 | < 0.1% |
| 0.003472779563 | 1 | < 0.1% |
| 0.004286417425 | 1 | < 0.1% |
| 0.006187519682 | 1 | < 0.1% |
| 0.007119304742 | 1 | < 0.1% |
| 0.007424412727 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 85.5678478 | 1 | |
| 85.16199762 | 1 | |
| 84.17860796 | 1 | |
| 83.37677458 | 1 | |
| 82.69866386 | 1 | |
| 82.34065183 | 1 | |
| 82.30868693 | 1 | |
| 81.95029589 | 1 | |
| 81.89104262 | 1 | |
| 81.83908038 | 1 |
device_os
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| linux | |
|---|---|
| windows | |
| other | |
| macintosh | |
| x11 | 7251 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 5.7927729 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5061557 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | windows |
|---|---|
| 2nd row | linux |
| 3rd row | linux |
| 4th row | windows |
| 5th row | other |
Common Values
| Value | Count | Frequency (%) |
| linux | 294611 | |
| windows | 265898 | |
| other | 262159 | |
| macintosh | 43852 | 5.0% |
| x11 | 7251 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| linux | 294611 | |
| windows | 265898 | |
| other | 262159 | |
| macintosh | 43852 | 5.0% |
| x11 | 7251 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 604361 | |
| n | 604361 | |
| o | 571909 | |
| w | 531796 | |
| s | 309750 | 6.1% |
| h | 306011 | 6.0% |
| t | 306011 | 6.0% |
| x | 301862 | 6.0% |
| l | 294611 | 5.8% |
| u | 294611 | 5.8% |
| Other values (7) | 936274 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5047055 | |
| Decimal Number | 14502 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 604361 | |
| n | 604361 | |
| o | 571909 | |
| w | 531796 | |
| s | 309750 | 6.1% |
| h | 306011 | 6.1% |
| t | 306011 | 6.1% |
| x | 301862 | 6.0% |
| l | 294611 | 5.8% |
| u | 294611 | 5.8% |
| Other values (6) | 921772 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 14502 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5047055 | |
| Common | 14502 | 0.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 604361 | |
| n | 604361 | |
| o | 571909 | |
| w | 531796 | |
| s | 309750 | 6.1% |
| h | 306011 | 6.1% |
| t | 306011 | 6.1% |
| x | 301862 | 6.0% |
| l | 294611 | 5.8% |
| u | 294611 | 5.8% |
| Other values (6) | 921772 |
Common
| Value | Count | Frequency (%) |
| 1 | 14502 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5061557 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 604361 | |
| n | 604361 | |
| o | 571909 | |
| w | 531796 | |
| s | 309750 | 6.1% |
| h | 306011 | 6.0% |
| t | 306011 | 6.0% |
| x | 301862 | 6.0% |
| l | 294611 | 5.8% |
| u | 294611 | 5.8% |
| Other values (7) | 936274 |
keep_alive_session
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621313 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 485669 | |
| 0.0 | 388102 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 485669 | |
| 0.0 | 388102 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1261873 | |
| . | 873771 | |
| 1 | 485669 | 18.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1261873 | |
| 1 | 485669 | 27.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621313 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1261873 | |
| . | 873771 | |
| 1 | 485669 | 18.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621313 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1261873 | |
| . | 873771 | |
| 1 | 485669 | 18.5% |
device_fraud_count
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621313 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 873771 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 873771 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1747542 | |
| . | 873771 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1747542 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621313 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1747542 | |
| . | 873771 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621313 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1747542 | |
| . | 873771 |
month
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6576838 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 70015 |
| Zeros (%) | 8.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.1170502 |
|---|---|
| Coefficient of variation (CV) | 0.57879531 |
| Kurtosis | -1.0857408 |
| Mean | 3.6576838 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.057323507 |
| Sum | 3195978 |
| Variance | 4.4819016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 136716 | |
| 5 | 128765 | |
| 2 | 124587 | |
| 6 | 118909 | |
| 4 | 110464 | |
| 7 | 92201 | |
| 1 | 92114 | |
| 0 | 70015 |
| Value | Count | Frequency (%) |
| 0 | 70015 | |
| 1 | 92114 | |
| 2 | 124587 | |
| 3 | 136716 | |
| 4 | 110464 | |
| 5 | 128765 | |
| 6 | 118909 | |
| 7 | 92201 |
| Value | Count | Frequency (%) |
| 7 | 92201 | |
| 6 | 118909 | |
| 5 | 128765 | |
| 4 | 110464 | |
| 3 | 136716 | |
| 2 | 124587 | |
| 1 | 92114 | |
| 0 | 70015 |
x1
Real number (ℝ)
| Distinct | 873771 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.014021731 |
| Minimum | -4.9778644 |
|---|---|
| Maximum | 6.4348669 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 434566 |
| Negative (%) | 49.7% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | -4.9778644 |
|---|---|
| 5-th percentile | -1.6364132 |
| Q1 | -0.66833462 |
| median | 0.0067719363 |
| Q3 | 0.68669255 |
| 95-th percentile | 1.683451 |
| Maximum | 6.4348669 |
| Range | 11.412731 |
| Interquartile range (IQR) | 1.3550272 |
Descriptive statistics
| Standard deviation | 1.0133589 |
|---|---|
| Coefficient of variation (CV) | 72.270599 |
| Kurtosis | 0.14866166 |
| Mean | 0.014021731 |
| Median Absolute Deviation (MAD) | 0.67750554 |
| Skewness | 0.065740992 |
| Sum | 12251.782 |
| Variance | 1.0268962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.2454254967 | 1 | < 0.1% |
| 1.091610993 | 1 | < 0.1% |
| -1.684353636 | 1 | < 0.1% |
| -0.5948183507 | 1 | < 0.1% |
| 1.183680351 | 1 | < 0.1% |
| 0.6453621952 | 1 | < 0.1% |
| 0.7316638251 | 1 | < 0.1% |
| 0.6154852637 | 1 | < 0.1% |
| -0.6891639454 | 1 | < 0.1% |
| -0.3644606082 | 1 | < 0.1% |
| Other values (873761) | 873761 |
| Value | Count | Frequency (%) |
| -4.977864446 | 1 | |
| -4.913331616 | 1 | |
| -4.852117653 | 1 | |
| -4.659952967 | 1 | |
| -4.602974619 | 1 | |
| -4.446632241 | 1 | |
| -4.371314395 | 1 | |
| -4.365340579 | 1 | |
| -4.233164797 | 1 | |
| -4.215015696 | 1 |
| Value | Count | Frequency (%) |
| 6.434866931 | 1 | |
| 5.938492819 | 1 | |
| 5.647253063 | 1 | |
| 5.605919708 | 1 | |
| 5.518075554 | 1 | |
| 5.497664426 | 1 | |
| 5.481411648 | 1 | |
| 5.35703142 | 1 | |
| 5.335605496 | 1 | |
| 5.187241498 | 1 |
x2
Real number (ℝ)
| Distinct | 873771 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.011190994 |
| Minimum | -4.8464137 |
|---|---|
| Maximum | 6.5424922 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 434928 |
| Negative (%) | 49.8% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | -4.8464137 |
|---|---|
| 5-th percentile | -1.6390596 |
| Q1 | -0.67030641 |
| median | 0.0054820987 |
| Q3 | 0.68343093 |
| 95-th percentile | 1.680323 |
| Maximum | 6.5424922 |
| Range | 11.388906 |
| Interquartile range (IQR) | 1.3537373 |
Descriptive statistics
| Standard deviation | 1.0124485 |
|---|---|
| Coefficient of variation (CV) | 90.469936 |
| Kurtosis | 0.14941181 |
| Mean | 0.011190994 |
| Median Absolute Deviation (MAD) | 0.676845 |
| Skewness | 0.066481802 |
| Sum | 9778.3657 |
| Variance | 1.0250519 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5688111699 | 1 | < 0.1% |
| 0.7847696708 | 1 | < 0.1% |
| -0.3028992772 | 1 | < 0.1% |
| 0.7239570562 | 1 | < 0.1% |
| -1.026552534 | 1 | < 0.1% |
| -1.400658215 | 1 | < 0.1% |
| -0.6999454384 | 1 | < 0.1% |
| -0.3641903631 | 1 | < 0.1% |
| 0.6152949403 | 1 | < 0.1% |
| -0.9887335944 | 1 | < 0.1% |
| Other values (873761) | 873761 |
| Value | Count | Frequency (%) |
| -4.846413733 | 1 | |
| -4.783369547 | 1 | |
| -4.618998589 | 1 | |
| -4.433939506 | 1 | |
| -4.426691766 | 1 | |
| -4.3132024 | 1 | |
| -4.302575372 | 1 | |
| -4.296208593 | 1 | |
| -4.28748851 | 1 | |
| -4.257022333 | 1 |
| Value | Count | Frequency (%) |
| 6.542492182 | 1 | |
| 6.284777011 | 1 | |
| 6.028632545 | 1 | |
| 5.951461793 | 1 | |
| 5.640478546 | 1 | |
| 5.487140277 | 1 | |
| 5.460212461 | 1 | |
| 5.33297376 | 1 | |
| 5.307578982 | 1 | |
| 5.217863628 | 1 |
name_email_similarity
Real number (ℝ)
| Distinct | 872778 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.48771499 |
| Minimum | 5.0247067 × 10-8 |
|---|---|
| Maximum | 0.99999996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 5.0247067 × 10-8 |
|---|---|
| 5-th percentile | 0.067003863 |
| Q1 | 0.21468263 |
| median | 0.48603337 |
| Q3 | 0.75462222 |
| 95-th percentile | 0.91665107 |
| Maximum | 0.99999996 |
| Range | 0.99999991 |
| Interquartile range (IQR) | 0.53993959 |
Descriptive statistics
| Standard deviation | 0.29142273 |
|---|---|
| Coefficient of variation (CV) | 0.59752671 |
| Kurtosis | -1.3088828 |
| Mean | 0.48771499 |
| Median Absolute Deviation (MAD) | 0.27010353 |
| Skewness | 0.070488446 |
| Sum | 426151.21 |
| Variance | 0.084927208 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2109296852 | 2 | < 0.1% |
| 0.05250157594 | 2 | < 0.1% |
| 0.04880374526 | 2 | < 0.1% |
| 0.2819466904 | 2 | < 0.1% |
| 0.9945857595 | 2 | < 0.1% |
| 0.994774264 | 2 | < 0.1% |
| 0.8909590182 | 2 | < 0.1% |
| 0.8704729145 | 2 | < 0.1% |
| 0.7761421341 | 2 | < 0.1% |
| 0.3639866709 | 2 | < 0.1% |
| Other values (872768) | 873751 |
| Value | Count | Frequency (%) |
| 5.024706719 × 10-8 | 1 | |
| 7.898993833 × 10-7 | 1 | |
| 6.11675322 × 10-6 | 1 | |
| 8.85821685 × 10-6 | 1 | |
| 1.887405922 × 10-5 | 1 | |
| 2.022443363 × 10-5 | 1 | |
| 2.116087418 × 10-5 | 1 | |
| 2.539521405 × 10-5 | 1 | |
| 3.198422688 × 10-5 | 1 | |
| 3.548570023 × 10-5 | 1 |
| Value | Count | Frequency (%) |
| 0.9999999633 | 1 | |
| 0.9999998641 | 1 | |
| 0.9999996731 | 1 | |
| 0.9999990265 | 1 | |
| 0.9999984639 | 1 | |
| 0.9999982377 | 1 | |
| 0.9999981359 | 1 | |
| 0.9999977445 | 1 | |
| 0.9999976263 | 1 | |
| 0.9999974194 | 1 |
date_of_birth_distinct_emails_4w
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7732907 |
| Minimum | 0 |
|---|---|
| Maximum | 39 |
| Zeros | 3174 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 17 |
| Maximum | 39 |
| Range | 39 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.8153014 |
|---|---|
| Coefficient of variation (CV) | 0.61946756 |
| Kurtosis | 1.0324455 |
| Mean | 7.7732907 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.99832431 |
| Sum | 6792076 |
| Variance | 23.187128 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 94762 | |
| 6 | 84497 | 9.7% |
| 4 | 80098 | 9.2% |
| 7 | 75965 | 8.7% |
| 8 | 64667 | 7.4% |
| 3 | 62971 | 7.2% |
| 2 | 62764 | 7.2% |
| 9 | 48279 | 5.5% |
| 11 | 47740 | 5.5% |
| 10 | 40536 | 4.6% |
| Other values (30) | 211492 |
| Value | Count | Frequency (%) |
| 0 | 3174 | 0.4% |
| 1 | 30406 | 3.5% |
| 2 | 62764 | |
| 3 | 62971 | |
| 4 | 80098 | |
| 5 | 94762 | |
| 6 | 84497 | |
| 7 | 75965 | |
| 8 | 64667 | |
| 9 | 48279 |
| Value | Count | Frequency (%) |
| 39 | 1 | < 0.1% |
| 38 | 4 | < 0.1% |
| 37 | 8 | < 0.1% |
| 36 | 12 | < 0.1% |
| 35 | 40 | < 0.1% |
| 34 | 49 | < 0.1% |
| 33 | 63 | < 0.1% |
| 32 | 101 | |
| 31 | 134 | |
| 30 | 196 |
email_is_free
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621313 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 453162 | |
| 0.0 | 420609 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 453162 | |
| 0.0 | 420609 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1294380 | |
| . | 873771 | |
| 1 | 453162 | 17.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1294380 | |
| 1 | 453162 | 25.9% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621313 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1294380 | |
| . | 873771 | |
| 1 | 453162 | 17.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621313 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1294380 | |
| . | 873771 | |
| 1 | 453162 | 17.3% |
device_distinct_emails_8w
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| 1.0 | |
|---|---|
| 2.0 | 25681 |
| 0.0 | 5735 |
| -1.0 | 281 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0003216 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621594 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 842074 | |
| 2.0 | 25681 | 2.9% |
| 0.0 | 5735 | 0.7% |
| -1.0 | 281 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 842355 | |
| 2.0 | 25681 | 2.9% |
| 0.0 | 5735 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 879506 | |
| . | 873771 | |
| 1 | 842355 | |
| 2 | 25681 | 1.0% |
| - | 281 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 | |
| Dash Punctuation | 281 | < 0.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 879506 | |
| 1 | 842355 | |
| 2 | 25681 | 1.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 281 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621594 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 879506 | |
| . | 873771 | |
| 1 | 842355 | |
| 2 | 25681 | 1.0% |
| - | 281 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621594 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 879506 | |
| . | 873771 | |
| 1 | 842355 | |
| 2 | 25681 | 1.0% |
| - | 281 | < 0.1% |
phone_home_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621313 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 442588 | |
| 1.0 | 431183 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 442588 | |
| 1.0 | 431183 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1316359 | |
| . | 873771 | |
| 1 | 431183 | 16.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1316359 | |
| 1 | 431183 | 24.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621313 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1316359 | |
| . | 873771 | |
| 1 | 431183 | 16.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621313 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1316359 | |
| . | 873771 | |
| 1 | 431183 | 16.4% |
phone_mobile_valid
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2621313 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 748761 | |
| 0.0 | 125010 | 14.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 748761 | |
| 0.0 | 125010 | 14.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 998781 | |
| . | 873771 | |
| 1 | 748761 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1747542 | |
| Other Punctuation | 873771 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 998781 | |
| 1 | 748761 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 873771 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2621313 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 998781 | |
| . | 873771 | |
| 1 | 748761 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2621313 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 998781 | |
| . | 873771 | |
| 1 | 748761 |
segmentacion_etaria
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.3 MiB |
| Adulto | |
|---|---|
| Adulto-Joven | |
| Persona Mayor | |
| Joven | 11343 |
Length
| Max length | 13 |
|---|---|
| Median length | 6 |
| Mean length | 7.7259557 |
| Min length | 5 |
Characters and Unicode
| Total characters | 6750716 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Persona Mayor |
|---|---|
| 2nd row | Adulto |
| 3rd row | Adulto |
| 4th row | Adulto |
| 5th row | Adulto |
Common Values
| Value | Count | Frequency (%) |
| Adulto | 627027 | |
| Adulto-Joven | 128374 | 14.7% |
| Persona Mayor | 107027 | 12.2% |
| Joven | 11343 | 1.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| adulto | 627027 | |
| adulto-joven | 128374 | 13.1% |
| persona | 107027 | 10.9% |
| mayor | 107027 | 10.9% |
| joven | 11343 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1109172 | |
| A | 755401 | |
| d | 755401 | |
| u | 755401 | |
| l | 755401 | |
| t | 755401 | |
| n | 246744 | 3.7% |
| e | 246744 | 3.7% |
| r | 214054 | 3.2% |
| a | 214054 | 3.2% |
| Other values (8) | 942943 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5406143 | |
| Uppercase Letter | 1109172 | 16.4% |
| Dash Punctuation | 128374 | 1.9% |
| Space Separator | 107027 | 1.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 1109172 | |
| d | 755401 | |
| u | 755401 | |
| l | 755401 | |
| t | 755401 | |
| n | 246744 | 4.6% |
| e | 246744 | 4.6% |
| r | 214054 | 4.0% |
| a | 214054 | 4.0% |
| v | 139717 | 2.6% |
| Other values (2) | 214054 | 4.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 755401 | |
| J | 139717 | 12.6% |
| P | 107027 | 9.6% |
| M | 107027 | 9.6% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 128374 |
Space Separator
| Value | Count | Frequency (%) |
| 107027 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6515315 | |
| Common | 235401 | 3.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 1109172 | |
| A | 755401 | |
| d | 755401 | |
| u | 755401 | |
| l | 755401 | |
| t | 755401 | |
| n | 246744 | 3.8% |
| e | 246744 | 3.8% |
| r | 214054 | 3.3% |
| a | 214054 | 3.3% |
| Other values (6) | 707542 |
Common
| Value | Count | Frequency (%) |
| - | 128374 | |
| 107027 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6750716 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 1109172 | |
| A | 755401 | |
| d | 755401 | |
| u | 755401 | |
| l | 755401 | |
| t | 755401 | |
| n | 246744 | 3.7% |
| e | 246744 | 3.7% |
| r | 214054 | 3.2% |
| a | 214054 | 3.2% |
| Other values (8) | 942943 |
| id | income | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | credit_risk_score | bank_months_count | proposed_credit_limit | session_length_in_minutes | month | x1 | x2 | name_email_similarity | date_of_birth_distinct_emails_4w | fraud_bool | payment_type | employment_status | housing_status | has_other_cards | foreign_request | source | device_os | keep_alive_session | email_is_free | device_distinct_emails_8w | phone_home_valid | phone_mobile_valid | segmentacion_etaria | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | 0.001 | -0.001 | 0.000 | 0.001 | -0.000 | 0.000 | 0.000 | -0.000 | -0.001 | -0.000 | -0.000 | 0.001 | 0.001 | 0.001 | -0.001 | 0.001 | -0.001 | 0.001 | 0.000 | -0.001 | 0.002 | 0.000 | 0.002 | 0.001 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.004 | 0.002 | 0.000 |
| income | 0.001 | 1.000 | 0.008 | -0.019 | 0.087 | -0.028 | 0.108 | -0.079 | -0.100 | -0.114 | -0.122 | 0.014 | 0.186 | 0.007 | 0.142 | -0.084 | 0.131 | 0.004 | 0.002 | -0.033 | -0.038 | 0.052 | 0.031 | 0.061 | 0.085 | 0.088 | 0.013 | 0.014 | 0.040 | 0.039 | 0.025 | 0.016 | 0.013 | 0.037 | 0.076 |
| prev_address_months_count | -0.001 | 0.008 | 1.000 | -0.611 | -0.164 | 0.016 | -0.033 | -0.069 | 0.006 | 0.025 | 0.023 | -0.070 | -0.055 | -0.076 | -0.058 | 0.070 | -0.014 | -0.003 | -0.002 | -0.032 | 0.153 | 0.024 | 0.042 | 0.025 | 0.051 | 0.045 | 0.016 | 0.012 | 0.024 | 0.040 | 0.022 | 0.011 | 0.051 | 0.023 | 0.035 |
| current_address_months_count | 0.000 | -0.019 | -0.611 | 1.000 | 0.225 | -0.020 | 0.093 | 0.056 | 0.018 | 0.005 | 0.014 | 0.045 | 0.132 | 0.075 | 0.156 | -0.040 | -0.013 | 0.001 | 0.001 | 0.046 | -0.231 | 0.050 | 0.057 | 0.063 | 0.180 | 0.076 | 0.022 | 0.016 | 0.053 | 0.064 | 0.089 | 0.018 | 0.142 | 0.111 | 0.106 |
| customer_age | 0.001 | 0.087 | -0.164 | 0.225 | 1.000 | 0.039 | -0.014 | -0.024 | 0.002 | 0.008 | -0.006 | 0.060 | 0.140 | 0.047 | 0.128 | 0.054 | 0.013 | -0.006 | -0.005 | -0.044 | -0.560 | 0.033 | 0.049 | 0.166 | 0.180 | 0.117 | 0.011 | 0.032 | 0.093 | 0.067 | 0.041 | 0.037 | 0.253 | 0.174 | 1.000 |
| days_since_request | -0.000 | -0.028 | 0.016 | -0.020 | 0.039 | 1.000 | -0.044 | -0.034 | 0.071 | 0.054 | 0.031 | 0.019 | -0.101 | -0.002 | -0.085 | 0.059 | -0.031 | -0.001 | -0.002 | -0.033 | -0.057 | 0.006 | 0.073 | 0.014 | 0.029 | 0.055 | 0.002 | 0.018 | 0.015 | 0.002 | 0.018 | 0.012 | 0.053 | 0.015 | 0.020 |
| intended_balcon_amount | 0.000 | 0.108 | -0.033 | 0.093 | -0.014 | -0.044 | 1.000 | 0.007 | 0.035 | 0.065 | 0.067 | 0.160 | 0.029 | 0.196 | 0.100 | 0.045 | -0.051 | -0.000 | -0.003 | 0.061 | -0.005 | 0.031 | 0.435 | 0.038 | 0.076 | 0.133 | 0.012 | 0.015 | 0.057 | 0.029 | 0.021 | 0.025 | 0.026 | 0.063 | 0.020 |
| zip_count_4w | 0.000 | -0.079 | -0.069 | 0.056 | -0.024 | -0.034 | 0.007 | 1.000 | 0.128 | 0.198 | 0.269 | 0.012 | -0.092 | 0.048 | -0.024 | 0.047 | -0.268 | -0.001 | 0.003 | 0.018 | 0.098 | 0.014 | 0.054 | 0.037 | 0.036 | 0.056 | 0.024 | 0.016 | 0.020 | 0.039 | 0.027 | 0.019 | 0.088 | 0.036 | 0.051 |
| velocity_6h | -0.000 | -0.100 | 0.006 | 0.018 | 0.002 | 0.071 | 0.035 | 0.128 | 1.000 | 0.457 | 0.384 | 0.018 | -0.143 | 0.014 | -0.058 | 0.064 | -0.396 | -0.000 | 0.001 | 0.023 | 0.068 | 0.016 | 0.068 | 0.037 | 0.042 | 0.043 | 0.010 | 0.016 | 0.039 | 0.035 | 0.045 | 0.027 | 0.053 | 0.031 | 0.034 |
| velocity_24h | -0.001 | -0.114 | 0.025 | 0.005 | 0.008 | 0.054 | 0.065 | 0.198 | 0.457 | 1.000 | 0.528 | 0.037 | -0.144 | 0.017 | -0.019 | 0.087 | -0.539 | -0.001 | 0.000 | 0.026 | 0.095 | 0.012 | 0.061 | 0.040 | 0.038 | 0.059 | 0.020 | 0.019 | 0.027 | 0.051 | 0.048 | 0.037 | 0.056 | 0.041 | 0.031 |
| velocity_4w | -0.000 | -0.122 | 0.023 | 0.014 | -0.006 | 0.031 | 0.067 | 0.269 | 0.384 | 0.528 | 1.000 | 0.034 | -0.173 | 0.019 | 0.004 | 0.112 | -0.837 | -0.001 | -0.000 | 0.054 | 0.152 | 0.024 | 0.073 | 0.044 | 0.061 | 0.083 | 0.033 | 0.026 | 0.051 | 0.099 | 0.052 | 0.052 | 0.093 | 0.070 | 0.027 |
| bank_branch_count_8w | -0.000 | 0.014 | -0.070 | 0.045 | 0.060 | 0.019 | 0.160 | 0.012 | 0.018 | 0.037 | 0.034 | 1.000 | -0.032 | 0.501 | 0.006 | 0.009 | -0.038 | -0.004 | -0.002 | -0.023 | -0.029 | 0.020 | 0.143 | 0.021 | 0.028 | 0.064 | 0.007 | 0.019 | 0.027 | 0.012 | 0.011 | 0.012 | 0.075 | 0.024 | 0.042 |
| credit_risk_score | 0.001 | 0.186 | -0.055 | 0.132 | 0.140 | -0.101 | 0.029 | -0.092 | -0.143 | -0.144 | -0.173 | -0.032 | 1.000 | -0.044 | 0.661 | -0.042 | 0.167 | 0.004 | 0.004 | 0.060 | -0.114 | 0.079 | 0.047 | 0.064 | 0.143 | 0.139 | 0.015 | 0.021 | 0.071 | 0.041 | 0.034 | 0.038 | 0.019 | 0.034 | 0.083 |
| bank_months_count | 0.001 | 0.007 | -0.076 | 0.075 | 0.047 | -0.002 | 0.196 | 0.048 | 0.014 | 0.017 | 0.019 | 0.501 | -0.044 | 1.000 | -0.006 | 0.022 | -0.016 | -0.004 | -0.000 | -0.018 | -0.034 | 0.027 | 0.293 | 0.057 | 0.043 | 0.047 | 0.012 | 0.036 | 0.036 | 0.031 | 0.019 | 0.023 | 0.081 | 0.031 | 0.052 |
| proposed_credit_limit | 0.001 | 0.142 | -0.058 | 0.156 | 0.128 | -0.085 | 0.100 | -0.024 | -0.058 | -0.019 | 0.004 | 0.006 | 0.661 | -0.006 | 1.000 | -0.004 | -0.011 | 0.004 | 0.003 | 0.082 | -0.054 | 0.100 | 0.058 | 0.063 | 0.145 | 0.129 | 0.028 | 0.017 | 0.065 | 0.061 | 0.046 | 0.028 | 0.047 | 0.030 | 0.077 |
| session_length_in_minutes | -0.001 | -0.084 | 0.070 | -0.040 | 0.054 | 0.059 | 0.045 | 0.047 | 0.064 | 0.087 | 0.112 | 0.009 | -0.042 | 0.022 | -0.004 | 1.000 | -0.104 | 0.000 | -0.001 | 0.022 | -0.053 | 0.016 | 0.029 | 0.033 | 0.029 | 0.121 | 0.010 | 0.042 | 0.034 | 0.049 | 0.044 | 0.050 | 0.038 | 0.017 | 0.025 |
| month | 0.001 | 0.131 | -0.014 | -0.013 | 0.013 | -0.031 | -0.051 | -0.268 | -0.396 | -0.539 | -0.837 | -0.038 | 0.167 | -0.016 | -0.011 | -0.104 | 1.000 | -0.000 | -0.000 | -0.042 | -0.163 | 0.026 | 0.076 | 0.045 | 0.066 | 0.088 | 0.029 | 0.026 | 0.054 | 0.111 | 0.066 | 0.052 | 0.101 | 0.075 | 0.030 |
| x1 | -0.001 | 0.004 | -0.003 | 0.001 | -0.006 | -0.001 | -0.000 | -0.001 | -0.000 | -0.001 | -0.001 | -0.004 | 0.004 | -0.004 | 0.004 | 0.000 | -0.000 | 1.000 | 0.015 | -0.005 | 0.001 | 0.281 | 0.007 | 0.004 | 0.009 | 0.012 | 0.002 | 0.000 | 0.008 | 0.013 | 0.009 | 0.004 | 0.018 | 0.002 | 0.007 |
| x2 | 0.001 | 0.002 | -0.002 | 0.001 | -0.005 | -0.002 | -0.003 | 0.003 | 0.001 | 0.000 | -0.000 | -0.002 | 0.004 | -0.000 | 0.003 | -0.001 | -0.000 | 0.015 | 1.000 | -0.002 | 0.002 | 0.284 | 0.006 | 0.005 | 0.010 | 0.012 | 0.005 | 0.000 | 0.009 | 0.012 | 0.009 | 0.005 | 0.019 | 0.003 | 0.007 |
| name_email_similarity | 0.000 | -0.033 | -0.032 | 0.046 | -0.044 | -0.033 | 0.061 | 0.018 | 0.023 | 0.026 | 0.054 | -0.023 | 0.060 | -0.018 | 0.082 | 0.022 | -0.042 | -0.005 | -0.002 | 1.000 | 0.042 | 0.039 | 0.069 | 0.042 | 0.045 | 0.038 | 0.025 | 0.012 | 0.043 | 0.044 | 0.074 | 0.020 | 0.030 | 0.043 | 0.046 |
| date_of_birth_distinct_emails_4w | -0.001 | -0.038 | 0.153 | -0.231 | -0.560 | -0.057 | -0.005 | 0.098 | 0.068 | 0.095 | 0.152 | -0.029 | -0.114 | -0.034 | -0.054 | -0.053 | -0.163 | 0.001 | 0.002 | 0.042 | 1.000 | 0.030 | 0.077 | 0.152 | 0.097 | 0.058 | 0.030 | 0.029 | 0.055 | 0.060 | 0.053 | 0.038 | 0.222 | 0.142 | 0.255 |
| fraud_bool | 0.002 | 0.052 | 0.024 | 0.050 | 0.033 | 0.006 | 0.031 | 0.014 | 0.016 | 0.012 | 0.024 | 0.020 | 0.079 | 0.027 | 0.100 | 0.016 | 0.026 | 0.281 | 0.284 | 0.039 | 0.030 | 1.000 | 0.041 | 0.033 | 0.098 | 0.038 | 0.017 | 0.003 | 0.073 | 0.048 | 0.028 | 0.040 | 0.046 | 0.008 | 0.025 |
| payment_type | 0.000 | 0.031 | 0.042 | 0.057 | 0.049 | 0.073 | 0.435 | 0.054 | 0.068 | 0.061 | 0.073 | 0.143 | 0.047 | 0.293 | 0.058 | 0.029 | 0.076 | 0.007 | 0.006 | 0.069 | 0.077 | 0.041 | 1.000 | 0.059 | 0.102 | 0.157 | 0.027 | 0.064 | 0.063 | 0.031 | 0.030 | 0.045 | 0.084 | 0.069 | 0.042 |
| employment_status | 0.002 | 0.061 | 0.025 | 0.063 | 0.166 | 0.014 | 0.038 | 0.037 | 0.037 | 0.040 | 0.044 | 0.021 | 0.064 | 0.057 | 0.063 | 0.033 | 0.045 | 0.004 | 0.005 | 0.042 | 0.152 | 0.033 | 0.059 | 1.000 | 0.115 | 0.039 | 0.024 | 0.037 | 0.063 | 0.070 | 0.016 | 0.043 | 0.174 | 0.177 | 0.216 |
| housing_status | 0.001 | 0.085 | 0.051 | 0.180 | 0.180 | 0.029 | 0.076 | 0.036 | 0.042 | 0.038 | 0.061 | 0.028 | 0.143 | 0.043 | 0.145 | 0.029 | 0.066 | 0.009 | 0.010 | 0.045 | 0.097 | 0.098 | 0.102 | 0.115 | 1.000 | 0.073 | 0.028 | 0.023 | 0.079 | 0.066 | 0.088 | 0.025 | 0.117 | 0.098 | 0.235 |
| has_other_cards | 0.002 | 0.088 | 0.045 | 0.076 | 0.117 | 0.055 | 0.133 | 0.056 | 0.043 | 0.059 | 0.083 | 0.064 | 0.139 | 0.047 | 0.129 | 0.121 | 0.088 | 0.012 | 0.012 | 0.038 | 0.058 | 0.038 | 0.157 | 0.039 | 0.073 | 1.000 | 0.004 | 0.014 | 0.044 | 0.086 | 0.033 | 0.034 | 0.105 | 0.017 | 0.110 |
| foreign_request | 0.000 | 0.013 | 0.016 | 0.022 | 0.011 | 0.002 | 0.012 | 0.024 | 0.010 | 0.020 | 0.033 | 0.007 | 0.015 | 0.012 | 0.028 | 0.010 | 0.029 | 0.002 | 0.005 | 0.025 | 0.030 | 0.017 | 0.027 | 0.024 | 0.028 | 0.004 | 1.000 | 0.007 | 0.053 | 0.015 | 0.029 | 0.007 | 0.009 | 0.009 | 0.007 |
| source | 0.000 | 0.014 | 0.012 | 0.016 | 0.032 | 0.018 | 0.015 | 0.016 | 0.016 | 0.019 | 0.026 | 0.019 | 0.021 | 0.036 | 0.017 | 0.042 | 0.026 | 0.000 | 0.000 | 0.012 | 0.029 | 0.003 | 0.064 | 0.037 | 0.023 | 0.014 | 0.007 | 1.000 | 0.084 | 0.086 | 0.001 | 0.421 | 0.011 | 0.024 | 0.028 |
| device_os | 0.000 | 0.040 | 0.024 | 0.053 | 0.093 | 0.015 | 0.057 | 0.020 | 0.039 | 0.027 | 0.051 | 0.027 | 0.071 | 0.036 | 0.065 | 0.034 | 0.054 | 0.008 | 0.009 | 0.043 | 0.055 | 0.073 | 0.063 | 0.063 | 0.079 | 0.044 | 0.053 | 0.084 | 1.000 | 0.067 | 0.151 | 0.042 | 0.073 | 0.094 | 0.073 |
| keep_alive_session | 0.000 | 0.039 | 0.040 | 0.064 | 0.067 | 0.002 | 0.029 | 0.039 | 0.035 | 0.051 | 0.099 | 0.012 | 0.041 | 0.031 | 0.061 | 0.049 | 0.111 | 0.013 | 0.012 | 0.044 | 0.060 | 0.048 | 0.031 | 0.070 | 0.066 | 0.086 | 0.015 | 0.086 | 0.067 | 1.000 | 0.028 | 0.119 | 0.042 | 0.026 | 0.047 |
| email_is_free | 0.000 | 0.025 | 0.022 | 0.089 | 0.041 | 0.018 | 0.021 | 0.027 | 0.045 | 0.048 | 0.052 | 0.011 | 0.034 | 0.019 | 0.046 | 0.044 | 0.066 | 0.009 | 0.009 | 0.074 | 0.053 | 0.028 | 0.030 | 0.016 | 0.088 | 0.033 | 0.029 | 0.001 | 0.151 | 0.028 | 1.000 | 0.009 | 0.013 | 0.035 | 0.027 |
| device_distinct_emails_8w | 0.001 | 0.016 | 0.011 | 0.018 | 0.037 | 0.012 | 0.025 | 0.019 | 0.027 | 0.037 | 0.052 | 0.012 | 0.038 | 0.023 | 0.028 | 0.050 | 0.052 | 0.004 | 0.005 | 0.020 | 0.038 | 0.040 | 0.045 | 0.043 | 0.025 | 0.034 | 0.007 | 0.421 | 0.042 | 0.119 | 0.009 | 1.000 | 0.014 | 0.069 | 0.027 |
| phone_home_valid | 0.004 | 0.013 | 0.051 | 0.142 | 0.253 | 0.053 | 0.026 | 0.088 | 0.053 | 0.056 | 0.093 | 0.075 | 0.019 | 0.081 | 0.047 | 0.038 | 0.101 | 0.018 | 0.019 | 0.030 | 0.222 | 0.046 | 0.084 | 0.174 | 0.117 | 0.105 | 0.009 | 0.011 | 0.073 | 0.042 | 0.013 | 0.014 | 1.000 | 0.285 | 0.199 |
| phone_mobile_valid | 0.002 | 0.037 | 0.023 | 0.111 | 0.174 | 0.015 | 0.063 | 0.036 | 0.031 | 0.041 | 0.070 | 0.024 | 0.034 | 0.031 | 0.030 | 0.017 | 0.075 | 0.002 | 0.003 | 0.043 | 0.142 | 0.008 | 0.069 | 0.177 | 0.098 | 0.017 | 0.009 | 0.024 | 0.094 | 0.026 | 0.035 | 0.069 | 0.285 | 1.000 | 0.142 |
| segmentacion_etaria | 0.000 | 0.076 | 0.035 | 0.106 | 1.000 | 0.020 | 0.020 | 0.051 | 0.034 | 0.031 | 0.027 | 0.042 | 0.083 | 0.052 | 0.077 | 0.025 | 0.030 | 0.007 | 0.007 | 0.046 | 0.255 | 0.025 | 0.042 | 0.216 | 0.235 | 0.110 | 0.007 | 0.028 | 0.073 | 0.047 | 0.027 | 0.027 | 0.199 | 0.142 | 1.000 |
| id | fraud_bool | income | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | employment_status | credit_risk_score | housing_status | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_fraud_count | month | x1 | x2 | name_email_similarity | date_of_birth_distinct_emails_4w | email_is_free | device_distinct_emails_8w | phone_home_valid | phone_mobile_valid | segmentacion_etaria | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 729517 | 0.0 | 0.7 | -1.0 | 305.0 | 60.0 | 0.030059 | -1.599455 | AC | 990.0 | 5340.131605 | 3945.871264 | 5531.610889 | 1.0 | CC | 147.0 | BB | -1.0 | 0.0 | 500.0 | 0.0 | INTERNET | 8.865992 | windows | 0.0 | 0.0 | 2.0 | -0.245425 | 0.568811 | 0.883485 | 2.0 | 1.0 | 1.0 | 0.0 | 1.0 | Persona Mayor |
| 2 | 149585 | 0.0 | 0.8 | -1.0 | 140.0 | 50.0 | 0.015659 | 3.951994 | AA | 1269.0 | 2844.260015 | 2789.827355 | 3141.137362 | 1605.0 | CF | 105.0 | BA | 9.0 | 1.0 | 200.0 | 0.0 | INTERNET | 4.654872 | linux | 1.0 | 0.0 | 7.0 | 0.009336 | -2.096682 | 0.113208 | 4.0 | 1.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 4 | 64486 | 0.0 | 0.9 | -1.0 | 171.0 | 50.0 | 0.001409 | 28.159779 | AB | 4430.0 | 5854.065790 | 4210.039095 | 5313.233943 | 17.0 | CC | 208.0 | BA | 1.0 | 1.0 | 1500.0 | 0.0 | INTERNET | 3.720953 | linux | 1.0 | 0.0 | 1.0 | 2.229616 | -0.005823 | 0.792797 | 4.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 5 | 825283 | 0.0 | 0.5 | -1.0 | 85.0 | 30.0 | 0.027292 | -1.310498 | AB | 1698.0 | 7938.525709 | 4963.194619 | 5070.085151 | 872.0 | CA | 138.0 | BE | 3.0 | 0.0 | 200.0 | 0.0 | INTERNET | 2.912670 | windows | 1.0 | 0.0 | 3.0 | -0.193945 | 0.861207 | 0.865082 | 10.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 7 | 8308 | 0.0 | 0.9 | -1.0 | 39.0 | 30.0 | 0.010945 | -1.450972 | AC | 569.0 | 5268.975264 | 5573.932997 | 4931.751648 | 1.0 | CA | 110.0 | BB | -1.0 | 1.0 | 200.0 | 0.0 | INTERNET | 2.283680 | other | 1.0 | 0.0 | 3.0 | -2.440650 | 0.354986 | 0.450024 | 13.0 | 1.0 | 1.0 | 0.0 | 0.0 | Adulto |
| 9 | 891636 | 0.0 | 0.6 | -1.0 | 137.0 | 60.0 | 0.046158 | 25.841925 | AA | 1512.0 | 7669.494145 | 4251.257682 | 5721.121146 | 271.0 | CC | 33.0 | BB | 28.0 | 0.0 | 200.0 | 0.0 | INTERNET | 20.889553 | linux | 0.0 | 0.0 | 2.0 | 2.192960 | 0.484068 | 0.383238 | 2.0 | 1.0 | 1.0 | 1.0 | 1.0 | Persona Mayor |
| 11 | 395034 | 0.0 | 0.4 | -1.0 | 156.0 | 40.0 | 0.032288 | 97.769357 | AA | 941.0 | 6073.856953 | 3653.085358 | 4280.497941 | 1322.0 | CA | 91.0 | BA | 28.0 | 0.0 | 200.0 | 0.0 | INTERNET | 8.056782 | linux | 0.0 | 0.0 | 6.0 | -0.647299 | -0.319544 | 0.903835 | 5.0 | 1.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 12 | 350324 | 0.0 | 0.3 | -1.0 | 61.0 | 50.0 | 0.010861 | -1.194354 | AB | 2618.0 | 5697.332965 | 3573.092503 | 4329.133052 | 41.0 | CB | 65.0 | BA | 25.0 | 0.0 | 200.0 | 0.0 | INTERNET | 8.540440 | windows | 1.0 | 0.0 | 4.0 | 0.337705 | -1.634093 | 0.028284 | 8.0 | 0.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 13 | 852733 | 0.0 | 0.1 | -1.0 | 109.0 | 30.0 | 23.613744 | -0.988608 | AB | 925.0 | 5709.427529 | 3101.407527 | 4913.060829 | 12.0 | CB | 167.0 | BB | 31.0 | 0.0 | 200.0 | 0.0 | INTERNET | 5.278296 | other | 1.0 | 0.0 | 3.0 | 1.039810 | -1.891728 | 0.329843 | 15.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 15 | 214541 | 0.0 | 0.6 | -1.0 | 171.0 | 20.0 | 0.011327 | -0.709331 | AB | 470.0 | 2627.248329 | 2989.180440 | 3119.994880 | 13.0 | CA | 117.0 | BE | 1.0 | 0.0 | 200.0 | 0.0 | INTERNET | 1.304664 | linux | 1.0 | 0.0 | 7.0 | -0.497989 | -0.050975 | 0.902987 | 4.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto-Joven |
| id | fraud_bool | income | prev_address_months_count | current_address_months_count | customer_age | days_since_request | intended_balcon_amount | payment_type | zip_count_4w | velocity_6h | velocity_24h | velocity_4w | bank_branch_count_8w | employment_status | credit_risk_score | housing_status | bank_months_count | has_other_cards | proposed_credit_limit | foreign_request | source | session_length_in_minutes | device_os | keep_alive_session | device_fraud_count | month | x1 | x2 | name_email_similarity | date_of_birth_distinct_emails_4w | email_is_free | device_distinct_emails_8w | phone_home_valid | phone_mobile_valid | segmentacion_etaria | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1137182 | 12058 | 0.0 | 0.4 | -1.0 | 19.0 | 60.0 | 0.040269 | -1.165111 | AB | 1208.0 | 8593.114723 | 4745.957977 | 4209.385693 | 5.0 | CA | 107.0 | BB | 26.0 | 1.0 | 200.0 | 0.0 | INTERNET | 3.724164 | windows | 0.0 | 0.0 | 5.0 | -1.498585 | -1.009396 | 0.631882 | 6.0 | 0.0 | 1.0 | 1.0 | 0.0 | Persona Mayor |
| 1137183 | 115671 | 0.0 | 0.9 | -1.0 | 194.0 | 30.0 | 0.030739 | -0.445877 | AD | 2327.0 | 1248.404855 | 3606.674465 | 4102.116983 | 0.0 | CA | 41.0 | BE | 30.0 | 0.0 | 200.0 | 0.0 | INTERNET | 5.903499 | windows | 0.0 | 0.0 | 5.0 | -1.366298 | 1.097645 | 0.505530 | 11.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 1137184 | 678338 | 0.0 | 0.4 | -1.0 | 26.0 | 30.0 | 0.006036 | -1.369820 | AC | 3553.0 | 5781.340184 | 7125.157659 | 5674.327385 | 0.0 | CF | 135.0 | BB | -1.0 | 0.0 | 200.0 | 0.0 | INTERNET | 26.800081 | windows | 0.0 | 0.0 | 2.0 | 1.489094 | 0.004434 | 0.342637 | 11.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 1137185 | 837269 | 0.0 | 0.8 | -1.0 | 148.0 | 50.0 | 0.010308 | -1.010951 | AB | 842.0 | 6852.762884 | 4840.839864 | 4437.812460 | 39.0 | CF | 138.0 | BA | 20.0 | 0.0 | 200.0 | 0.0 | INTERNET | 3.383891 | windows | 1.0 | 0.0 | 5.0 | -0.337247 | 0.105599 | 0.535256 | 4.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 1137186 | 617436 | 0.0 | 0.8 | -1.0 | 11.0 | 30.0 | 0.009451 | -0.572828 | AB | 2816.0 | 7044.320748 | 6149.501166 | 6350.143470 | 9.0 | CA | 85.0 | BC | 1.0 | 0.0 | 200.0 | 0.0 | INTERNET | 4.413203 | linux | 1.0 | 0.0 | 0.0 | 0.556321 | 0.884273 | 0.229976 | 9.0 | 1.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 1137187 | 707063 | 0.0 | 0.1 | -1.0 | 260.0 | 60.0 | 0.026023 | -0.587295 | AB | 1795.0 | 2647.065369 | 3186.017723 | 4295.311579 | 2.0 | CA | 185.0 | BE | 20.0 | 0.0 | 1000.0 | 0.0 | INTERNET | 5.780150 | windows | 0.0 | 0.0 | 5.0 | 0.397897 | -0.103541 | 0.870118 | 3.0 | 1.0 | 1.0 | 0.0 | 0.0 | Persona Mayor |
| 1137188 | 784606 | 0.0 | 0.5 | -1.0 | 30.0 | 50.0 | 0.052916 | -1.249585 | AB | 1039.0 | 13107.181512 | 7959.597243 | 5463.132193 | 5.0 | CE | 177.0 | BB | 25.0 | 1.0 | 200.0 | 0.0 | INTERNET | 3.359270 | macintosh | 1.0 | 0.0 | 1.0 | 1.713050 | -1.911669 | 0.094715 | 5.0 | 0.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 1137189 | 216375 | 0.0 | 0.8 | 46.0 | 0.0 | 30.0 | 0.005857 | -0.380745 | AB | 918.0 | 1804.378187 | 3607.587517 | 4955.993979 | 10.0 | CA | 215.0 | BC | 28.0 | 1.0 | 1500.0 | 0.0 | INTERNET | 4.821661 | windows | 0.0 | 0.0 | 3.0 | -0.727536 | -1.540993 | 0.437026 | 13.0 | 0.0 | 1.0 | 0.0 | 1.0 | Adulto |
| 1137190 | 41856 | 0.0 | 0.7 | 25.0 | 18.0 | 30.0 | 1.426644 | 10.441915 | AA | 1188.0 | 4609.874071 | 6271.051081 | 4860.118621 | 9.0 | CA | 122.0 | BC | 15.0 | 0.0 | 200.0 | 0.0 | INTERNET | 2.899507 | other | 1.0 | 0.0 | 3.0 | 1.642429 | -0.026783 | 0.449010 | 15.0 | 0.0 | 1.0 | 1.0 | 1.0 | Adulto |
| 1137191 | 988191 | 0.0 | 0.9 | -1.0 | 56.0 | 30.0 | 0.006165 | -1.103130 | AD | 1922.0 | 2608.615031 | 4771.499695 | 4950.832611 | 42.0 | CA | 100.0 | BC | 5.0 | 1.0 | 200.0 | 0.0 | INTERNET | 3.843607 | linux | 0.0 | 0.0 | 4.0 | -1.662247 | 1.576214 | 0.769959 | 10.0 | 1.0 | 1.0 | 1.0 | 1.0 | Adulto |